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Porta M, Pumarega J, Amaral AFS, Genkinger JM, Camargo J, Mucci L, Alguacil J, Gasull M, Zhang X, Morales E, Iglesias M, Ogino S, Engel LS. Influence of KRAS mutations, persistent organic pollutants, and trace elements on survival from pancreatic ductal adenocarcinoma. ENVIRONMENTAL RESEARCH 2020; 190:109781. [PMID: 32791343 PMCID: PMC7689512 DOI: 10.1016/j.envres.2020.109781] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2020] [Revised: 05/02/2020] [Accepted: 06/02/2020] [Indexed: 05/09/2023]
Abstract
INTRODUCTION Reasons why pancreatic ductal adenocarcinoma (PDAC) continues to have poor survival are only partly known. No previous studies have analyzed the combined influence of KRAS mutations, persistent organic pollutants (POPs), and trace elements upon survival in PDAC or in any other human cancer. OBJECTIVE To analyze the individual and combined influence of KRAS mutations, POPs, and trace elements upon survival from PDAC. METHODS Incident cases of PDAC (n = 185) were prospectively identified in five hospitals in Eastern Spain in 1992-1995 and interviewed face-to-face during hospital admission. KRAS mutational status was determined from tumour tissue through polymerase chain reaction and artificial restriction fragment length polymorphism. Blood and toenail samples were obtained before treatment. Serum concentrations of POPs were analyzed by high-resolution gas chromatography with electron-capture detection. Concentrations of 12 trace elements were determined in toenail samples by inductively coupled plasma mass spectrometry. Multivariable Cox proportional hazards regression was used to assess prognostic associations. RESULTS Patients with a KRAS mutated tumor had a 70% higher risk of early death than patients with a KRAS wild-type PDAC (hazard ratio [HR] = 1.7, p = 0.026), adjusting for age, sex, and tumor stage. KRAS mutational status was only modestly and not statistically significantly associated with survival when further adjusting by treatment or by treatment intention. The beneficial effects of treatment remained unaltered when KRAS mutational status was taken into account, and treatment did not appear to be less effective in the subgroup of patients with a KRAS mutated tumor. POPs did not materially influence survival: the adjusted HR of the highest POP tertiles was near unity for all POPs. When considering the joint effect on survival of POPs and KRAS, patients with KRAS mutated tumors had modest and nonsignificant HRs (most HRs around 1.3 to 1.4). Higher concentrations of lead, cadmium, arsenic, vanadium, and aluminium were associated with better survival. When KRAS status, POPs, and trace elements were simultaneously considered along with treatment, only the latter was statistically significantly related to survival. CONCLUSIONS In this study based on molecular, clinical, and environmental epidemiology, KRAS mutational status, POPs, and trace elements were not adversely related to PDAC survival when treatment was simultaneously considered; only treatment was independently related to survival. The lack of adverse prognostic effects of POPs and metals measured at the time of diagnosis provide scientific and clinical reassurance on the effects of such exposures upon survival of patients with PDAC. The weak association with KRAS mutations contributes to the scant knowledge on the clinical implications of a genetic alteration highly frequent in PDAC.
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Affiliation(s)
- Miquel Porta
- School of Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain; CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain; Hospital Del Mar Medical Research Institute (IMIM), Barcelona, Spain.
| | - José Pumarega
- CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain; Hospital Del Mar Medical Research Institute (IMIM), Barcelona, Spain
| | - André F S Amaral
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Jeanine M Genkinger
- Department of Epidemiology, Columbia University, New York, USA; Herbert Irving Comprehensive Cancer Center, Columbia University Medical Center, New York, USA
| | - Judit Camargo
- School of Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain; Hospital Del Mar Medical Research Institute (IMIM), Barcelona, Spain
| | - Lorelei Mucci
- Harvard Medical School, Harvard T. H. Chan School of Public Health, Brigham and Women's Hospital, Boston, USA
| | - Juan Alguacil
- CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain; Universidad de Huelva, Huelva, Spain
| | - Magda Gasull
- School of Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain; CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain; Hospital Del Mar Medical Research Institute (IMIM), Barcelona, Spain
| | - Xuehong Zhang
- Harvard Medical School, Harvard T. H. Chan School of Public Health, Brigham and Women's Hospital, Boston, USA
| | - Eva Morales
- CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain; IMIB-Arrixaca, Department of Public Health Sciences, University of Murcia
| | - Mar Iglesias
- School of Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain; Hospital Del Mar Medical Research Institute (IMIM), Barcelona, Spain
| | - Shuji Ogino
- Harvard Medical School, Harvard T. H. Chan School of Public Health, Brigham and Women's Hospital, Boston, USA
| | - Lawrence S Engel
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, USA
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Arem H, Yu K, Xiong X, Moy K, Freedman ND, Mayne ST, Albanes D, Arslan AA, Austin M, Bamlet WR, Beane-Freeman L, Bracci P, Canzian F, Cotterchio M, Duell EJ, Gallinger S, Giles GG, Goggins M, Goodman PJ, Hartge P, Hassan M, Helzlsouer K, Henderson B, Holly EA, Hoover R, Jacobs EJ, Kamineni A, Klein A, Klein E, Kolonel LN, Li D, Malats N, Männistö S, McCullough ML, Olson SH, Orlow I, Peters U, Petersen GM, Porta M, Severi G, Shu XO, Visvanathan K, White E, Yu H, Zeleniuch-Jacquotte A, Zheng W, Tobias GS, Maeder D, Brotzman M, Risch H, Sampson JN, Stolzenberg-Solomon RZ. Vitamin D metabolic pathway genes and pancreatic cancer risk. PLoS One 2015; 10:e0117574. [PMID: 25799011 PMCID: PMC4370655 DOI: 10.1371/journal.pone.0117574] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2014] [Accepted: 12/28/2014] [Indexed: 12/20/2022] Open
Abstract
Evidence on the association between vitamin D status and pancreatic cancer risk is inconsistent. This inconsistency may be partially attributable to variation in vitamin D regulating genes. We selected 11 vitamin D-related genes (GC, DHCR7, CYP2R1, VDR, CYP27B1, CYP24A1, CYP27A1, RXRA, CRP2, CASR and CUBN) totaling 213 single nucleotide polymorphisms (SNPs), and examined associations with pancreatic adenocarcinoma. Our study included 3,583 pancreatic cancer cases and 7,053 controls from the genome-wide association studies of pancreatic cancer PanScans-I-III. We used the Adaptive Joint Test and the Adaptive Rank Truncated Product statistic for pathway and gene analyses, and unconditional logistic regression for SNP analyses, adjusting for age, sex, study and population stratification. We examined effect modification by circulating vitamin D concentration (≤50, >50 nmol/L) for the most significant SNPs using a subset of cohort cases (n = 713) and controls (n = 878). The vitamin D metabolic pathway was not associated with pancreatic cancer risk (p = 0.830). Of the individual genes, none were associated with pancreatic cancer risk at a significance level of p<0.05. SNPs near the VDR (rs2239186), LRP2 (rs4668123), CYP24A1 (rs2762932), GC (rs2282679), and CUBN (rs1810205) genes were the top SNPs associated with pancreatic cancer (p-values 0.008-0.037), but none were statistically significant after adjusting for multiple comparisons. Associations between these SNPs and pancreatic cancer were not modified by circulating concentrations of vitamin D. These findings do not support an association between vitamin D-related genes and pancreatic cancer risk. Future research should explore other pathways through which vitamin D status might be associated with pancreatic cancer risk.
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Affiliation(s)
- Hannah Arem
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Kai Yu
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Xiaoqin Xiong
- Information Management Systems, Inc., Calverton, Maryland, United States of America
| | - Kristin Moy
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Neal D. Freedman
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Susan T. Mayne
- Yale School of Public Health/Yale Cancer Center, New Haven, Connecticut, United States of America
| | - Demetrius Albanes
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Alan A. Arslan
- Departments of Population Health, Obstetrics and Gynecology (Obs/Gyn) and Environmental Medicine, New York University, New York, New York, United States of America
| | - Melissa Austin
- Department of Epidemiology, University of Washington, Seattle, Washington, United States of America
| | - William R. Bamlet
- Department of Epidemiology, Mayo Clinic, Rochester, Minnesota, United States of America
| | - Laura Beane-Freeman
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Paige Bracci
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, California, United States of America
| | - Federico Canzian
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Michelle Cotterchio
- Dalla Lana School of Public Health, University of Toronto; Prevention and Cancer Control, Cancer Care Ontario Toronto, Ontario, Canada
| | - Eric J. Duell
- Catalan Institute of Oncology (ICO-IDIBELL), Barcelona, Spain
| | - Steve Gallinger
- Samuel Lunenfeld Research Institute, Mount Sinai Hospital, University of Toronto, Toronto, Canada
| | - Graham G. Giles
- Cancer Epidemiology Centre, Cancer Council Victoria and Centre for MEGA Epidemiology, School of Population Health, the University of Melbourne, Melbourne, Australia
| | - Michael Goggins
- Departments of Oncology, Pathology and Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America
| | - Phyllis J. Goodman
- Cleveland Clinic, Glickman Urological and Kidney Institute, Cleveland, Ohio, United States of America
| | - Patricia Hartge
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Manal Hassan
- Department of Gastrointestinal Medical Oncology, The University of Texas M. D. Anderson Cancer Center, Houston, Texas, United States of America
| | | | - Brian Henderson
- Department of Preventative Medicine, School of Medicine, University of Southern California, Los Angeles, California, United States of America
| | - Elizabeth A. Holly
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, California, United States of America
| | - Robert Hoover
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Eric J. Jacobs
- Epidemiology Research Program, American Cancer Society, Atlanta, Georgia, United States of America
| | - Aruna Kamineni
- GroupHealth Research Institute, Seattle, Washington, United States of America
| | - Alison Klein
- MD Mercy, Baltimore, Maryland, United States of America
| | - Eric Klein
- Cleveland Clinic, Glickman Urological and Kidney Institute, Cleveland, Ohio, United States of America
| | | | - Donghui Li
- Department of Gastrointestinal Medical Oncology, The University of Texas M. D. Anderson Cancer Center, Houston, Texas, United States of America
| | - Núria Malats
- Molecular Pathology Program, Spanish National Cancer Research Center, Madrid, Spain
| | - Satu Männistö
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
| | - Marjorie L. McCullough
- Epidemiology Research Program, American Cancer Society, Atlanta, Georgia, United States of America
| | - Sara H. Olson
- Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Irene Orlow
- Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Ulrike Peters
- Cleveland Clinic, Glickman Urological and Kidney Institute, Cleveland, Ohio, United States of America
| | - Gloria M. Petersen
- Department of Epidemiology, Mayo Clinic, Rochester, Minnesota, United States of America
| | - Miquel Porta
- Hospital del Mar Institute of Medical Research (IMIM), and School of Medicine, Barcelona Spain
| | - Gianluca Severi
- Cancer Epidemiology Centre, Cancer Council Victoria and Centre for MEGA Epidemiology, School of Population Health, the University of Melbourne, Melbourne, Australia
| | - Xiao-Ou Shu
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, and Vanderbilt-Ingram Cancer Center, Vanderbilt University, Nashville, Tennessee, United States of America
| | | | - Emily White
- Cleveland Clinic, Glickman Urological and Kidney Institute, Cleveland, Ohio, United States of America
| | - Herbert Yu
- University of Hawaii Cancer Center, Manoa, Hawaii, United States of America
| | - Anne Zeleniuch-Jacquotte
- Departments of Population Health, Obstetrics and Gynecology (Obs/Gyn) and Environmental Medicine, New York University, New York, New York, United States of America
| | - Wei Zheng
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, and Vanderbilt-Ingram Cancer Center, Vanderbilt University, Nashville, Tennessee, United States of America
| | - Geoffrey S. Tobias
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Dennis Maeder
- Cancer Genomics Research Laboratory, National Cancer Institute, Division of Cancer Epidemiology and Genetics, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, Maryland, United States of America
| | | | - Harvey Risch
- Yale School of Public Health/Yale Cancer Center, New Haven, Connecticut, United States of America
| | - Joshua N. Sampson
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
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López T, Pumarega JA, Pollack AZ, Lee DH, Richiardi L, Jacobs DR, Schisterman EF, Porta M. Adjusting serum concentrations of organochlorine compounds by lipids and symptoms: a causal framework for the association with K-ras mutations in pancreatic cancer. CHEMOSPHERE 2014; 114:219-25. [PMID: 25113205 PMCID: PMC6196356 DOI: 10.1016/j.chemosphere.2014.04.066] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/14/2013] [Revised: 04/16/2014] [Accepted: 04/18/2014] [Indexed: 05/20/2023]
Abstract
In clinically aggressive diseases, patients experience pathophysiological changes that often alter concentrations of lipids and environmental lipophilic factors; such changes are related to disease signs and symptoms. The aim of the study was to compare the effects of correcting for total serum lipids (TSL) and other clinical factors on the odds of mutations in the K-ras oncogene by organochlorine compounds (OCs), in logistic models, in 103 patients with exocrine pancreatic cancer (EPC) using a causal directed acyclic graph (DAG) framework. Results and likelihood of bias were discussed in the light of possible causal scenarios. The odds of K-ras mutated EPC was associated with some TSL-corrected OCs, including p,p'-DDT (p-value: 0.008) and polychlorinated biphenyl 138 (p-trend: 0.024). When OCs were not corrected by TSL, the OR of a K-ras mutation was significant for p,p'-DDT (p-trend: 0.035). Additionally adjusting for cholestatic syndrome increased the ORs of TSL-corrected OCs. When models were adjusted by the interval from first symptom to blood extraction (ISE), the ORs increased for both TSL-corrected and uncorrected OCs. Models with TSL-corrected OCs and adjusted for cholestatic syndrome or ISE yielded the highest ORs. We show that DAGs clarify the covariates necessary to minimize bias, and demonstrate scenarios under which adjustment for TSL-corrected OCs and failure to adjust for symptoms or ISE may induce bias. Models with TSL-uncorrected OCs may be biased too, and adjusting by symptoms or ISE may not control such biases. Our findings may have implications as well for studying environmental causes of other clinically aggressive diseases.
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Affiliation(s)
- Tomàs López
- Hospital del Mar Medical Research Institute (IMIM), Barcelona, Spain; Facultat de Medicina, Universitat Autònoma de Barcelona, Catalonia, Spain
| | - José A Pumarega
- Hospital del Mar Medical Research Institute (IMIM), Barcelona, Spain; CIBER en Epidemiología y Salud Pública (CIBERESP), Spain
| | - Anna Z Pollack
- Epidemiology Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Rockville, MD, USA
| | - Duk-Hee Lee
- Department of Preventive Medicine and Health Promotion Research Center, School of Medicine, Kyungpook National University, Daegu, Republic of Korea
| | - Lorenzo Richiardi
- Cancer Epidemiology Unit, Department of Medical Sciences, University of Turin and CPO-Piemonte, Torino, Italy
| | - David R Jacobs
- Division of Epidemiology, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Enrique F Schisterman
- Epidemiology Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Rockville, MD, USA
| | - Miquel Porta
- Hospital del Mar Medical Research Institute (IMIM), Barcelona, Spain; Facultat de Medicina, Universitat Autònoma de Barcelona, Catalonia, Spain; CIBER en Epidemiología y Salud Pública (CIBERESP), Spain.
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